diff --git a/python/requirements/test-requirements.txt b/python/requirements/test-requirements.txt
index a51f890bf18a..9b310429ed65 100644
--- a/python/requirements/test-requirements.txt
+++ b/python/requirements/test-requirements.txt
@@ -85,7 +85,7 @@ jinja2>=3.1.6
 pytest-docker-tools==3.1.3
 pytest-forked==1.4.0
 opentelemetry-instrumentation-fastapi==0.55b1
-mlflow>=3.0.0
+mlflow>=3.11.0rc1
 
 # For dataset tests
 polars>=1.36.0,<2.0.0
diff --git a/python/requirements_compiled.txt b/python/requirements_compiled.txt
index 8a208c4a2e2c..e1ce9330399d 100644
--- a/python/requirements_compiled.txt
+++ b/python/requirements_compiled.txt
@@ -1074,7 +1074,7 @@ ml-dtypes==0.3.2
     #   jax
     #   jaxlib
     #   tensorflow
-mlflow==3.1.4
+mlflow==3.11.0rc1
     # via
     #   -r python/requirements/ml/core-requirements.txt
     #   -r python/requirements/test-requirements.txt
diff --git a/python/requirements_compiled_py3.13.txt b/python/requirements_compiled_py3.13.txt
index c2df5eba9efb..fe78fdbe6593 100644
--- a/python/requirements_compiled_py3.13.txt
+++ b/python/requirements_compiled_py3.13.txt
@@ -1107,7 +1107,7 @@ ml-dtypes==0.5.4
     #   jaxlib
     #   keras
     #   tensorflow
-mlflow==2.22.0
+mlflow==3.11.0rc1
     # via -r python/requirements/ml/core-requirements.txt
 mlflow-skinny==2.22.0
     # via mlflow